Overview

Brought to you by YData

Dataset statistics

Number of variables	32
Number of observations	220450
Missing cells	239094
Missing cells (%)	3.4%
Duplicate rows	15636
Duplicate rows (%)	7.1%
Total size in memory	55.5 MiB
Average record size in memory	264.0 B

Variable types

Categorical	16
Numeric	14
Text	1
Unsupported	1

Alerts

Dataset has 15636 (7.1%) duplicate rows	Duplicates
`children` is highly imbalanced (81.9%)	Imbalance
`babies` is highly imbalanced (97.0%)	Imbalance
`meal` is highly imbalanced (54.1%)	Imbalance
`distribution_channel` is highly imbalanced (62.8%)	Imbalance
`is_repeated_guest` is highly imbalanced (80.0%)	Imbalance
`reserved_room_type` is highly imbalanced (59.8%)	Imbalance
`assigned_room_type` is highly imbalanced (51.6%)	Imbalance
`deposit_type` is highly imbalanced (63.8%)	Imbalance
`required_car_parking_spaces` is highly imbalanced (85.2%)	Imbalance
`agent` has 30206 (13.7%) missing values	Missing
`company` has 207847 (94.3%) missing values	Missing
`adults` is highly skewed (γ1 = 23.85907871)	Skewed
`previous_cancellations` is highly skewed (γ1 = 20.25122199)	Skewed
`previous_bookings_not_canceled` is highly skewed (γ1 = 24.34646594)	Skewed
`reservation_status_date` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`lead_time` has 12397 (5.6%) zeros	Zeros
`stays_in_weekend_nights` has 97084 (44.0%) zeros	Zeros
`stays_in_week_nights` has 14064 (6.4%) zeros	Zeros
`previous_cancellations` has 203331 (92.2%) zeros	Zeros
`previous_bookings_not_canceled` has 214322 (97.2%) zeros	Zeros
`booking_changes` has 187752 (85.2%) zeros	Zeros
`days_in_waiting_list` has 212514 (96.4%) zeros	Zeros
`adr` has 4053 (1.8%) zeros	Zeros
`total_of_special_requests` has 134849 (61.2%) zeros	Zeros

Reproduction

Analysis started	2025-04-10 08:56:51.258721
Analysis finished	2025-04-10 08:57:33.692279
Duration	42.43 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

hotel
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

City Hotel	144795
Resort Hotel	75655

Length

Max length	12
Median length	10
Mean length	10.686369
Min length	10

Characters and Unicode

Total characters	2355810
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	City Hotel
2nd row	City Hotel
3rd row	City Hotel
4th row	Resort Hotel
5th row	Resort Hotel

Common Values

Value	Count	Frequency (%)
City Hotel	144795	65.7%
Resort Hotel	75655	34.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
hotel	220450	50.0%
city	144795	32.8%
resort	75655	17.2%

Most occurring characters

Value	Count	Frequency (%)
t	440900	18.7%
o	296105	12.6%
e	296105	12.6%
	220450	9.4%
H	220450	9.4%
l	220450	9.4%
C	144795	6.1%
i	144795	6.1%
y	144795	6.1%
R	75655	3.2%
Other values (2)	151310	6.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2355810	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	440900	18.7%
o	296105	12.6%
e	296105	12.6%
	220450	9.4%
H	220450	9.4%
l	220450	9.4%
C	144795	6.1%
i	144795	6.1%
y	144795	6.1%
R	75655	3.2%
Other values (2)	151310	6.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2355810	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	440900	18.7%
o	296105	12.6%
e	296105	12.6%
	220450	9.4%
H	220450	9.4%
l	220450	9.4%
C	144795	6.1%
i	144795	6.1%
y	144795	6.1%
R	75655	3.2%
Other values (2)	151310	6.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2355810	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	440900	18.7%
o	296105	12.6%
e	296105	12.6%
	220450	9.4%
H	220450	9.4%
l	220450	9.4%
C	144795	6.1%
i	144795	6.1%
y	144795	6.1%
R	75655	3.2%
Other values (2)	151310	6.4%

is_canceled
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

0	139205
1	81245

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	220450
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	139205	63.1%
1	81245	36.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	139205	63.1%
1	81245	36.9%

Most occurring characters

Value	Count	Frequency (%)
0	139205	63.1%
1	81245	36.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	139205	63.1%
1	81245	36.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	139205	63.1%
1	81245	36.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	139205	63.1%
1	81245	36.9%

lead_time
Real number (ℝ)

Zeros

Distinct	479
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	102.28062

Minimum	0
Maximum	737
Zeros	12397
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17
median	66
Q3	158
95-th percentile	320
Maximum	737
Range	737
Interquartile range (IQR)	141

Descriptive statistics

Standard deviation	106.38601
Coefficient of variation (CV)	1.0401385
Kurtosis	1.381721
Mean	102.28062
Median Absolute Deviation (MAD)	58
Skewness	1.3054921
Sum	22547762
Variance	11317.983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12397	5.6%
1	6607	3.0%
2	3878	1.8%
3	3498	1.6%
4	3220	1.5%
5	3052	1.4%
6	2744	1.2%
7	2428	1.1%
8	2166	1.0%
12	2143	1.0%
Other values (469)	178317	80.9%

Value	Count	Frequency (%)
0	12397	5.6%
1	6607	3.0%
2	3878	1.8%
3	3498	1.6%
4	3220	1.5%
5	3052	1.4%
6	2744	1.2%
7	2428	1.1%
8	2166	1.0%
9	1840	0.8%

Value	Count	Frequency (%)
737	3	< 0.1%
709	2	< 0.1%
629	17	< 0.1%
626	60	< 0.1%
622	17	< 0.1%
615	17	< 0.1%
608	17	< 0.1%
605	60	< 0.1%
601	17	< 0.1%
594	17	< 0.1%

arrival_date_year
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

2019	79264
2016	56609
2017	40612
2018	21996
2015	21969

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	881800
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2015
2nd row	2016
3rd row	2016
4th row	2016
5th row	2015

Common Values

Value	Count	Frequency (%)
2019	79264	36.0%
2016	56609	25.7%
2017	40612	18.4%
2018	21996	10.0%
2015	21969	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2019	79264	36.0%
2016	56609	25.7%
2017	40612	18.4%
2018	21996	10.0%
2015	21969	10.0%

Most occurring characters

Value	Count	Frequency (%)
2	220450	25.0%
0	220450	25.0%
1	220450	25.0%
9	79264	9.0%
6	56609	6.4%
7	40612	4.6%
8	21996	2.5%
5	21969	2.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	881800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	220450	25.0%
0	220450	25.0%
1	220450	25.0%
9	79264	9.0%
6	56609	6.4%
7	40612	4.6%
8	21996	2.5%
5	21969	2.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	881800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	220450	25.0%
0	220450	25.0%
1	220450	25.0%
9	79264	9.0%
6	56609	6.4%
7	40612	4.6%
8	21996	2.5%
5	21969	2.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	881800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	220450	25.0%
0	220450	25.0%
1	220450	25.0%
9	79264	9.0%
6	56609	6.4%
7	40612	4.6%
8	21996	2.5%
5	21969	2.5%

arrival_date_month
Categorical

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

October	27271
August	26703
September	26125
July	22775
May	17242
Other values (7)	100334

Length

Max length	9
Median length	7
Mean length	6.1932502
Min length	3

Characters and Unicode

Total characters	1365302
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	September
2nd row	September
3rd row	March
4th row	April
5th row	August

Common Values

Value	Count	Frequency (%)
October	27271	12.4%
August	26703	12.1%
September	26125	11.9%
July	22775	10.3%
May	17242	7.8%
December	16582	7.5%
April	16498	7.5%
June	16211	7.4%
November	15924	7.2%
March	14615	6.6%
Other values (2)	20504	9.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
october	27271	12.4%
august	26703	12.1%
september	26125	11.9%
july	22775	10.3%
may	17242	7.8%
december	16582	7.5%
april	16498	7.5%
june	16211	7.4%
november	15924	7.2%
march	14615	6.6%
Other values (2)	20504	9.3%

Most occurring characters

Value	Count	Frequency (%)
e	215702	15.8%
r	149770	11.0%
u	112896	8.3%
b	98153	7.2%
t	80099	5.9%
a	60614	4.4%
y	60521	4.4%
m	58631	4.3%
c	58468	4.3%
J	47239	3.5%
Other values (16)	423209	31.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1365302	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	215702	15.8%
r	149770	11.0%
u	112896	8.3%
b	98153	7.2%
t	80099	5.9%
a	60614	4.4%
y	60521	4.4%
m	58631	4.3%
c	58468	4.3%
J	47239	3.5%
Other values (16)	423209	31.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1365302	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	215702	15.8%
r	149770	11.0%
u	112896	8.3%
b	98153	7.2%
t	80099	5.9%
a	60614	4.4%
y	60521	4.4%
m	58631	4.3%
c	58468	4.3%
J	47239	3.5%
Other values (16)	423209	31.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1365302	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	215702	15.8%
r	149770	11.0%
u	112896	8.3%
b	98153	7.2%
t	80099	5.9%
a	60614	4.4%
y	60521	4.4%
m	58631	4.3%
c	58468	4.3%
J	47239	3.5%
Other values (16)	423209	31.0%

arrival_date_week_number
Real number (ℝ)

Distinct	53
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.961061

Minimum	1
Maximum	53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	19
median	32
Q3	41
95-th percentile	50
Maximum	53
Range	52
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	13.562111
Coefficient of variation (CV)	0.45265789
Kurtosis	-0.92573271
Mean	29.961061
Median Absolute Deviation (MAD)	10
Skewness	-0.27303218
Sum	6604916
Variance	183.93085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	7097	3.2%
41	6797	3.1%
42	6729	3.1%
38	6693	3.0%
39	6464	2.9%
32	5842	2.7%
40	5822	2.6%
34	5791	2.6%
30	5728	2.6%
43	5635	2.6%
Other values (43)	157852	71.6%

Value	Count	Frequency (%)
1	1286	0.6%
2	1648	0.7%
3	1777	0.8%
4	2068	0.9%
5	1969	0.9%
6	2255	1.0%
7	3194	1.4%
8	3234	1.5%
9	3184	1.4%
10	3195	1.4%

Value	Count	Frequency (%)
53	4451	2.0%
52	2900	1.3%
51	2181	1.0%
50	3617	1.6%
49	4411	2.0%
48	3620	1.6%
47	4051	1.8%
46	3569	1.6%
45	4428	2.0%
44	5411	2.5%

arrival_date_day_of_month
Real number (ℝ)

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.78763

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	30
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.7597191
Coefficient of variation (CV)	0.55484701
Kurtosis	-1.1902355
Mean	15.78763
Median Absolute Deviation (MAD)	8
Skewness	-0.0015869541
Sum	3480383
Variance	76.73268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
28	10017	4.5%
5	8470	3.8%
17	8358	3.8%
12	7692	3.5%
16	7662	3.5%
18	7658	3.5%
25	7624	3.5%
26	7579	3.4%
15	7512	3.4%
9	7511	3.4%
Other values (21)	140367	63.7%

Value	Count	Frequency (%)
1	6484	2.9%
2	7270	3.3%
3	7075	3.2%
4	7013	3.2%
5	8470	3.8%
6	7025	3.2%
7	6887	3.1%
8	7325	3.3%
9	7511	3.4%
10	6653	3.0%

Value	Count	Frequency (%)
31	4169	1.9%
30	7445	3.4%
29	3574	1.6%
28	10017	4.5%
27	6938	3.1%
26	7579	3.4%
25	7624	3.5%
24	7375	3.3%
23	6671	3.0%
22	6522	3.0%

stays_in_weekend_nights
Real number (ℝ)

Zeros

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.91920163

Minimum	0
Maximum	19
Zeros	97084
Zeros (%)	44.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	2
Maximum	19
Range	19
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.99688745
Coefficient of variation (CV)	1.0845144
Kurtosis	7.2428249
Mean	0.91920163
Median Absolute Deviation (MAD)	1
Skewness	1.3831452
Sum	202638
Variance	0.99378459
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	97084	44.0%
2	60901	27.6%
1	56108	25.5%
4	3375	1.5%
3	2364	1.1%
6	238	0.1%
5	164	0.1%
8	108	< 0.1%
7	48	< 0.1%
9	25	< 0.1%
Other values (7)	35	< 0.1%

Value	Count	Frequency (%)
0	97084	44.0%
1	56108	25.5%
2	60901	27.6%
3	2364	1.1%
4	3375	1.5%
5	164	0.1%
6	238	0.1%
7	48	< 0.1%
8	108	< 0.1%
9	25	< 0.1%

Value	Count	Frequency (%)
19	2	< 0.1%
18	3	< 0.1%
16	4	< 0.1%
14	4	< 0.1%
13	5	< 0.1%
12	8	< 0.1%
10	9	< 0.1%
9	25	< 0.1%
8	108	< 0.1%
7	48	< 0.1%

stays_in_week_nights
Real number (ℝ)

Zeros

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4786029

Minimum	0
Maximum	50
Zeros	14064
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	50
Range	50
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.8963995
Coefficient of variation (CV)	0.76510824
Kurtosis	24.352696
Mean	2.4786029
Median Absolute Deviation (MAD)	1
Skewness	2.8462936
Sum	546408
Variance	3.596331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
2	63893	29.0%
1	56810	25.8%
3	39485	17.9%
5	19988	9.1%
4	17176	7.8%
0	14064	6.4%
6	2840	1.3%
10	1949	0.9%
7	1912	0.9%
8	1208	0.5%
Other values (25)	1125	0.5%

Value	Count	Frequency (%)
0	14064	6.4%
1	56810	25.8%
2	63893	29.0%
3	39485	17.9%
4	17176	7.8%
5	19988	9.1%
6	2840	1.3%
7	1912	0.9%
8	1208	0.5%
9	420	0.2%

Value	Count	Frequency (%)
50	2	< 0.1%
42	3	< 0.1%
41	2	< 0.1%
40	2	< 0.1%
35	2	< 0.1%
34	2	< 0.1%
33	3	< 0.1%
32	1	< 0.1%
30	8	< 0.1%
26	1	< 0.1%

adults
Real number (ℝ)

Skewed

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8499887

Minimum	0
Maximum	55
Zeros	719
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	2
Maximum	55
Range	55
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.62476855
Coefficient of variation (CV)	0.3377148
Kurtosis	1623.8275
Mean	1.8499887
Median Absolute Deviation (MAD)	0
Skewness	23.859079
Sum	407830
Variance	0.39033575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
2	166178	75.4%
1	43168	19.6%
3	10227	4.6%
0	719	0.3%
4	110	< 0.1%
26	15	< 0.1%
27	6	< 0.1%
20	6	< 0.1%
5	6	< 0.1%
40	3	< 0.1%
Other values (4)	12	< 0.1%

Value	Count	Frequency (%)
0	719	0.3%
1	43168	19.6%
2	166178	75.4%
3	10227	4.6%
4	110	< 0.1%
5	6	< 0.1%
6	3	< 0.1%
10	3	< 0.1%
20	6	< 0.1%
26	15	< 0.1%

Value	Count	Frequency (%)
55	3	< 0.1%
50	3	< 0.1%
40	3	< 0.1%
27	6	< 0.1%
26	15	< 0.1%
20	6	< 0.1%
10	3	< 0.1%
6	3	< 0.1%
5	6	< 0.1%
4	110	< 0.1%

children
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	12
Missing (%)	< 0.1%
Memory size	3.4 MiB

0.0	205877
1.0	8214
2.0	6223
3.0	120
10.0	4

Length

Max length	4
Median length	3
Mean length	3.0000181
Min length	3

Characters and Unicode

Total characters	661318
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	205877	93.4%
1.0	8214	3.7%
2.0	6223	2.8%
3.0	120	0.1%
10.0	4	< 0.1%
(Missing)	12	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	205877	93.4%
1.0	8214	3.7%
2.0	6223	2.8%
3.0	120	0.1%
10.0	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	426319	64.5%
.	220438	33.3%
1	8218	1.2%
2	6223	0.9%
3	120	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	661318	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	426319	64.5%
.	220438	33.3%
1	8218	1.2%
2	6223	0.9%
3	120	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	661318	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	426319	64.5%
.	220438	33.3%
1	8218	1.2%
2	6223	0.9%
3	120	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	661318	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	426319	64.5%
.	220438	33.3%
1	8218	1.2%
2	6223	0.9%
3	120	< 0.1%

babies
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

0	218658
1	1760
2	27
9	3
10	2

Length

Max length	2
Median length	1
Mean length	1.0000091
Min length	1

Characters and Unicode

Total characters	220452
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	218658	99.2%
1	1760	0.8%
2	27	< 0.1%
9	3	< 0.1%
10	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	218658	99.2%
1	1760	0.8%
2	27	< 0.1%
9	3	< 0.1%
10	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	218660	99.2%
1	1762	0.8%
2	27	< 0.1%
9	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	220452	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	218660	99.2%
1	1762	0.8%
2	27	< 0.1%
9	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	220452	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	218660	99.2%
1	1762	0.8%
2	27	< 0.1%
9	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	220452	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	218660	99.2%
1	1762	0.8%
2	27	< 0.1%
9	3	< 0.1%

meal
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

BB	171514
HB	28359
SC	16520
Undefined	2128
FB	1929

Length

Max length	9
Median length	2
Mean length	2.0675709
Min length	2

Characters and Unicode

Total characters	455796
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BB
2nd row	SC
3rd row	SC
4th row	BB
5th row	BB

Common Values

Value	Count	Frequency (%)
BB	171514	77.8%
HB	28359	12.9%
SC	16520	7.5%
Undefined	2128	1.0%
FB	1929	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bb	171514	77.8%
hb	28359	12.9%
sc	16520	7.5%
undefined	2128	1.0%
fb	1929	0.9%

Most occurring characters

Value	Count	Frequency (%)
B	373316	81.9%
H	28359	6.2%
S	16520	3.6%
C	16520	3.6%
n	4256	0.9%
d	4256	0.9%
e	4256	0.9%
U	2128	0.5%
f	2128	0.5%
i	2128	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	455796	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	373316	81.9%
H	28359	6.2%
S	16520	3.6%
C	16520	3.6%
n	4256	0.9%
d	4256	0.9%
e	4256	0.9%
U	2128	0.5%
f	2128	0.5%
i	2128	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	455796	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	373316	81.9%
H	28359	6.2%
S	16520	3.6%
C	16520	3.6%
n	4256	0.9%
d	4256	0.9%
e	4256	0.9%
U	2128	0.5%
f	2128	0.5%
i	2128	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	455796	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	373316	81.9%
H	28359	6.2%
S	16520	3.6%
C	16520	3.6%
n	4256	0.9%
d	4256	0.9%
e	4256	0.9%
U	2128	0.5%
f	2128	0.5%
i	2128	0.5%

country
Text

Distinct	177
Distinct (%)	0.1%
Missing	1029
Missing (%)	0.5%
Memory size	3.4 MiB

Length

Max length	3
Median length	3
Mean length	2.9906572
Min length	2

Characters and Unicode

Total characters	656213
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13 ?
Unique (%)	< 0.1%

Sample

1st row	BEL
2nd row	DEU
3rd row	ESP
4th row	PRT
5th row	PRT

Value	Count	Frequency (%)
prt	97933	44.6%
gbr	20412	9.3%
fra	18290	8.3%
esp	16456	7.5%
deu	12188	5.6%
ita	6768	3.1%
irl	5829	2.7%
bel	3893	1.8%
nld	3602	1.6%
bra	3583	1.6%
Other values (167)	30467	13.9%

Most occurring characters

Value	Count	Frequency (%)
R	153017	23.3%
P	116732	17.8%
T	107988	16.5%
E	38218	5.8%
A	37318	5.7%
B	28534	4.3%
S	25487	3.9%
U	22198	3.4%
G	22165	3.4%
F	19201	2.9%
Other values (16)	85355	13.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	656213	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
R	153017	23.3%
P	116732	17.8%
T	107988	16.5%
E	38218	5.8%
A	37318	5.7%
B	28534	4.3%
S	25487	3.9%
U	22198	3.4%
G	22165	3.4%
F	19201	2.9%
Other values (16)	85355	13.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	656213	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
R	153017	23.3%
P	116732	17.8%
T	107988	16.5%
E	38218	5.8%
A	37318	5.7%
B	28534	4.3%
S	25487	3.9%
U	22198	3.4%
G	22165	3.4%
F	19201	2.9%
Other values (16)	85355	13.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	656213	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
R	153017	23.3%
P	116732	17.8%
T	107988	16.5%
E	38218	5.8%
A	37318	5.7%
B	28534	4.3%
S	25487	3.9%
U	22198	3.4%
G	22165	3.4%
F	19201	2.9%
Other values (16)	85355	13.0%

market_segment
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

Online TA	96581
Offline TA/TO	48882
Groups	40038
Direct	22925
Corporate	10216
Other values (3)	1808

Length

Max length	13
Median length	9
Mean length	9.054602
Min length	6

Characters and Unicode

Total characters	1996087
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Online TA
2nd row	Online TA
3rd row	Online TA
4th row	Direct
5th row	Direct

Common Values

Value	Count	Frequency (%)
Online TA	96581	43.8%
Offline TA/TO	48882	22.2%
Groups	40038	18.2%
Direct	22925	10.4%
Corporate	10216	4.6%
Complementary	1440	0.7%
Aviation	362	0.2%
Undefined	6	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
online	96581	26.4%
ta	96581	26.4%
offline	48882	13.4%
ta/to	48882	13.4%
groups	40038	10.9%
direct	22925	6.3%
corporate	10216	2.8%
complementary	1440	0.4%
aviation	362	0.1%
undefined	6	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	243858	12.2%
O	194345	9.7%
T	194345	9.7%
e	181496	9.1%
i	169118	8.5%
l	146903	7.4%
A	145825	7.3%
	145463	7.3%
f	97770	4.9%
r	84835	4.3%
Other values (16)	392129	19.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1996087	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	243858	12.2%
O	194345	9.7%
T	194345	9.7%
e	181496	9.1%
i	169118	8.5%
l	146903	7.4%
A	145825	7.3%
	145463	7.3%
f	97770	4.9%
r	84835	4.3%
Other values (16)	392129	19.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1996087	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	243858	12.2%
O	194345	9.7%
T	194345	9.7%
e	181496	9.1%
i	169118	8.5%
l	146903	7.4%
A	145825	7.3%
	145463	7.3%
f	97770	4.9%
r	84835	4.3%
Other values (16)	392129	19.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1996087	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	243858	12.2%
O	194345	9.7%
T	194345	9.7%
e	181496	9.1%
i	169118	8.5%
l	146903	7.4%
A	145825	7.3%
	145463	7.3%
f	97770	4.9%
r	84835	4.3%
Other values (16)	392129	19.6%

distribution_channel
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

TA/TO	180131
Direct	27089
Corporate	12916
GDS	299
Undefined	15

Length

Max length	9
Median length	5
Mean length	5.354797
Min length	3

Characters and Unicode

Total characters	1180465
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TA/TO
2nd row	TA/TO
3rd row	TA/TO
4th row	Direct
5th row	Direct

Common Values

Value	Count	Frequency (%)
TA/TO	180131	81.7%
Direct	27089	12.3%
Corporate	12916	5.9%
GDS	299	0.1%
Undefined	15	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta/to	180131	81.7%
direct	27089	12.3%
corporate	12916	5.9%
gds	299	0.1%
undefined	15	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
T	360262	30.5%
/	180131	15.3%
O	180131	15.3%
A	180131	15.3%
r	52921	4.5%
e	40035	3.4%
t	40005	3.4%
D	27388	2.3%
i	27104	2.3%
c	27089	2.3%
Other values (10)	65268	5.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1180465	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	360262	30.5%
/	180131	15.3%
O	180131	15.3%
A	180131	15.3%
r	52921	4.5%
e	40035	3.4%
t	40005	3.4%
D	27388	2.3%
i	27104	2.3%
c	27089	2.3%
Other values (10)	65268	5.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1180465	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	360262	30.5%
/	180131	15.3%
O	180131	15.3%
A	180131	15.3%
r	52921	4.5%
e	40035	3.4%
t	40005	3.4%
D	27388	2.3%
i	27104	2.3%
c	27089	2.3%
Other values (10)	65268	5.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1180465	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	360262	30.5%
/	180131	15.3%
O	180131	15.3%
A	180131	15.3%
r	52921	4.5%
e	40035	3.4%
t	40005	3.4%
D	27388	2.3%
i	27104	2.3%
c	27089	2.3%
Other values (10)	65268	5.5%

is_repeated_guest
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

0	213582
1	6868

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	220450
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	213582	96.9%
1	6868	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	213582	96.9%
1	6868	3.1%

Most occurring characters

Value	Count	Frequency (%)
0	213582	96.9%
1	6868	3.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	213582	96.9%
1	6868	3.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	213582	96.9%
1	6868	3.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	213582	96.9%
1	6868	3.1%

previous_cancellations
Real number (ℝ)

Skewed Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12571105

Minimum	0
Maximum	26
Zeros	203331
Zeros (%)	92.2%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	26
Range	26
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0493607
Coefficient of variation (CV)	8.3474028
Kurtosis	451.78693
Mean	0.12571105
Median Absolute Deviation (MAD)	0
Skewness	20.251222
Sum	27713
Variance	1.101158
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	203331	92.2%
1	16162	7.3%
2	226	0.1%
24	144	0.1%
3	132	0.1%
26	78	< 0.1%
25	75	< 0.1%
11	72	< 0.1%
19	57	< 0.1%
4	43	< 0.1%
Other values (5)	130	0.1%

Value	Count	Frequency (%)
0	203331	92.2%
1	16162	7.3%
2	226	0.1%
3	132	0.1%
4	43	< 0.1%
5	32	< 0.1%
6	29	< 0.1%
11	72	< 0.1%
13	24	< 0.1%
14	42	< 0.1%

Value	Count	Frequency (%)
26	78	< 0.1%
25	75	< 0.1%
24	144	0.1%
21	3	< 0.1%
19	57	< 0.1%
14	42	< 0.1%
13	24	< 0.1%
11	72	< 0.1%
6	29	< 0.1%
5	32	< 0.1%

previous_bookings_not_canceled
Real number (ℝ)

Skewed Zeros

Distinct	73
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12007258

Minimum	0
Maximum	72
Zeros	214322
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	72
Range	72
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.3664408
Coefficient of variation (CV)	11.380124
Kurtosis	817.78214
Mean	0.12007258
Median Absolute Deviation (MAD)	0
Skewness	24.346466
Sum	26470
Variance	1.8671606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	214322	97.2%
1	2671	1.2%
2	992	0.4%
3	572	0.3%
4	389	0.2%
5	313	0.1%
6	191	0.1%
7	143	0.1%
8	114	0.1%
9	93	< 0.1%
Other values (63)	650	0.3%

Value	Count	Frequency (%)
0	214322	97.2%
1	2671	1.2%
2	992	0.4%
3	572	0.3%
4	389	0.2%
5	313	0.1%
6	191	0.1%
7	143	0.1%
8	114	0.1%
9	93	< 0.1%

Value	Count	Frequency (%)
72	1	< 0.1%
71	1	< 0.1%
70	1	< 0.1%
69	1	< 0.1%
68	1	< 0.1%
67	1	< 0.1%
66	1	< 0.1%
65	1	< 0.1%
64	1	< 0.1%
63	1	< 0.1%

reserved_room_type
Categorical

Imbalance

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

A	162415
D	33035
E	11350
F	5071
G	3625
Other values (5)	4954

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	220450
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A
2nd row	A
3rd row	A
4th row	D
5th row	D

Common Values

Value	Count	Frequency (%)
A	162415	73.7%
D	33035	15.0%
E	11350	5.1%
F	5071	2.3%
G	3625	1.6%
B	2281	1.0%
C	1558	0.7%
H	1078	0.5%
P	19	< 0.1%
L	18	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	162415	73.7%
d	33035	15.0%
e	11350	5.1%
f	5071	2.3%
g	3625	1.6%
b	2281	1.0%
c	1558	0.7%
h	1078	0.5%
p	19	< 0.1%
l	18	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	162415	73.7%
D	33035	15.0%
E	11350	5.1%
F	5071	2.3%
G	3625	1.6%
B	2281	1.0%
C	1558	0.7%
H	1078	0.5%
P	19	< 0.1%
L	18	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	162415	73.7%
D	33035	15.0%
E	11350	5.1%
F	5071	2.3%
G	3625	1.6%
B	2281	1.0%
C	1558	0.7%
H	1078	0.5%
P	19	< 0.1%
L	18	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	162415	73.7%
D	33035	15.0%
E	11350	5.1%
F	5071	2.3%
G	3625	1.6%
B	2281	1.0%
C	1558	0.7%
H	1078	0.5%
P	19	< 0.1%
L	18	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	162415	73.7%
D	33035	15.0%
E	11350	5.1%
F	5071	2.3%
G	3625	1.6%
B	2281	1.0%
C	1558	0.7%
H	1078	0.5%
P	19	< 0.1%
L	18	< 0.1%

assigned_room_type
Categorical

Imbalance

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

A	137866
D	45811
E	14070
F	6821
G	4543
Other values (7)	11339

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	220450
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A
2nd row	A
3rd row	A
4th row	D
5th row	D

Common Values

Value	Count	Frequency (%)
A	137866	62.5%
D	45811	20.8%
E	14070	6.4%
F	6821	3.1%
G	4543	2.1%
B	4540	2.1%
C	4321	2.0%
H	1310	0.6%
I	668	0.3%
K	478	0.2%
Other values (2)	22	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a	137866	62.5%
d	45811	20.8%
e	14070	6.4%
f	6821	3.1%
g	4543	2.1%
b	4540	2.1%
c	4321	2.0%
h	1310	0.6%
i	668	0.3%
k	478	0.2%
Other values (2)	22	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	137866	62.5%
D	45811	20.8%
E	14070	6.4%
F	6821	3.1%
G	4543	2.1%
B	4540	2.1%
C	4321	2.0%
H	1310	0.6%
I	668	0.3%
K	478	0.2%
Other values (2)	22	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	137866	62.5%
D	45811	20.8%
E	14070	6.4%
F	6821	3.1%
G	4543	2.1%
B	4540	2.1%
C	4321	2.0%
H	1310	0.6%
I	668	0.3%
K	478	0.2%
Other values (2)	22	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	137866	62.5%
D	45811	20.8%
E	14070	6.4%
F	6821	3.1%
G	4543	2.1%
B	4540	2.1%
C	4321	2.0%
H	1310	0.6%
I	668	0.3%
K	478	0.2%
Other values (2)	22	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	137866	62.5%
D	45811	20.8%
E	14070	6.4%
F	6821	3.1%
G	4543	2.1%
B	4540	2.1%
C	4321	2.0%
H	1310	0.6%
I	668	0.3%
K	478	0.2%
Other values (2)	22	< 0.1%

booking_changes
Real number (ℝ)

Zeros

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.21308233

Minimum	0
Maximum	21
Zeros	187752
Zeros (%)	85.2%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	21
Range	21
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.63584996
Coefficient of variation (CV)	2.9840576
Kurtosis	88.245898
Mean	0.21308233
Median Absolute Deviation (MAD)	0
Skewness	6.2374415
Sum	46974
Variance	0.40430517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	187752	85.2%
1	23462	10.6%
2	6557	3.0%
3	1595	0.7%
4	626	0.3%
5	205	0.1%
6	103	< 0.1%
7	55	< 0.1%
8	29	< 0.1%
9	16	< 0.1%
Other values (11)	50	< 0.1%

Value	Count	Frequency (%)
0	187752	85.2%
1	23462	10.6%
2	6557	3.0%
3	1595	0.7%
4	626	0.3%
5	205	0.1%
6	103	< 0.1%
7	55	< 0.1%
8	29	< 0.1%
9	16	< 0.1%

Value	Count	Frequency (%)
21	2	< 0.1%
20	3	< 0.1%
18	1	< 0.1%
17	5	< 0.1%
16	3	< 0.1%
15	5	< 0.1%
14	7	< 0.1%
13	9	< 0.1%
12	4	< 0.1%
11	4	< 0.1%

deposit_type
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

No Deposit	191328
Non Refund	28822
Refundable	300

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	2204500
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No Deposit
2nd row	No Deposit
3rd row	No Deposit
4th row	No Deposit
5th row	No Deposit

Common Values

Value	Count	Frequency (%)
No Deposit	191328	86.8%
Non Refund	28822	13.1%
Refundable	300	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	191328	43.4%
deposit	191328	43.4%
non	28822	6.5%
refund	28822	6.5%
refundable	300	0.1%

Most occurring characters

Value	Count	Frequency (%)
o	411478	18.7%
e	220750	10.0%
N	220150	10.0%
	220150	10.0%
s	191328	8.7%
i	191328	8.7%
t	191328	8.7%
p	191328	8.7%
D	191328	8.7%
n	57944	2.6%
Other values (7)	117388	5.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2204500	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	411478	18.7%
e	220750	10.0%
N	220150	10.0%
	220150	10.0%
s	191328	8.7%
i	191328	8.7%
t	191328	8.7%
p	191328	8.7%
D	191328	8.7%
n	57944	2.6%
Other values (7)	117388	5.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2204500	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	411478	18.7%
e	220750	10.0%
N	220150	10.0%
	220150	10.0%
s	191328	8.7%
i	191328	8.7%
t	191328	8.7%
p	191328	8.7%
D	191328	8.7%
n	57944	2.6%
Other values (7)	117388	5.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2204500	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	411478	18.7%
e	220750	10.0%
N	220150	10.0%
	220150	10.0%
s	191328	8.7%
i	191328	8.7%
t	191328	8.7%
p	191328	8.7%
D	191328	8.7%
n	57944	2.6%
Other values (7)	117388	5.3%

agent
Real number (ℝ)

Missing

Distinct	333
Distinct (%)	0.2%
Missing	30206
Missing (%)	13.7%
Infinite	0
Infinite (%)	0.0%
Mean	84.16739

Minimum	1
Maximum	535
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	9
median	14
Q3	201
95-th percentile	250
Maximum	535
Range	534
Interquartile range (IQR)	192

Descriptive statistics

Standard deviation	107.98789
Coefficient of variation (CV)	1.2830134
Kurtosis	-0.21732489
Mean	84.16739
Median Absolute Deviation (MAD)	13
Skewness	1.0575014
Sum	16012341
Variance	11661.384
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	52933	24.0%
240	25658	11.6%
1	18250	8.3%
6	7044	3.2%
7	5998	2.7%
14	5990	2.7%
250	5040	2.3%
28	3105	1.4%
241	3050	1.4%
3	2893	1.3%
Other values (323)	60283	27.3%
(Missing)	30206	13.7%

Value	Count	Frequency (%)
1	18250	8.3%
2	346	0.2%
3	2893	1.3%
4	133	0.1%
5	760	0.3%
6	7044	3.2%
7	5998	2.7%
8	2788	1.3%
9	52933	24.0%
10	495	0.2%

Value	Count	Frequency (%)
535	3	< 0.1%
531	68	< 0.1%
527	35	< 0.1%
526	8	< 0.1%
510	2	< 0.1%
509	10	< 0.1%
508	6	< 0.1%
502	24	< 0.1%
497	1	< 0.1%
495	57	< 0.1%

company
Real number (ℝ)

Missing

Distinct	352
Distinct (%)	2.8%
Missing	207847
Missing (%)	94.3%
Infinite	0
Infinite (%)	0.0%
Mean	176.09244

Minimum	6
Maximum	543
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	6
5-th percentile	40
Q1	47
median	169
Q3	238
95-th percentile	405
Maximum	543
Range	537
Interquartile range (IQR)	191

Descriptive statistics

Standard deviation	124.11385
Coefficient of variation (CV)	0.70482216
Kurtosis	-0.44328574
Mean	176.09244
Median Absolute Deviation (MAD)	106
Skewness	0.61107357
Sum	2219293
Variance	15404.248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	1905	0.9%
223	1534	0.7%
45	495	0.2%
67	435	0.2%
281	399	0.2%
153	320	0.1%
174	294	0.1%
154	242	0.1%
233	227	0.1%
219	217	0.1%
Other values (342)	6535	3.0%
(Missing)	207847	94.3%

Value	Count	Frequency (%)
6	2	< 0.1%
8	3	< 0.1%
9	85	< 0.1%
10	2	< 0.1%
11	3	< 0.1%
12	27	< 0.1%
14	13	< 0.1%
16	11	< 0.1%
18	2	< 0.1%
20	109	< 0.1%

Value	Count	Frequency (%)
543	2	< 0.1%
541	1	< 0.1%
539	2	< 0.1%
534	2	< 0.1%
531	1	< 0.1%
530	5	< 0.1%
528	2	< 0.1%
525	15	< 0.1%
523	19	< 0.1%
521	7	< 0.1%

days_in_waiting_list
Real number (ℝ)

Zeros

Distinct	128
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6934543

Minimum	0
Maximum	391
Zeros	212514
Zeros (%)	96.4%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	391
Range	391
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	18.627174
Coefficient of variation (CV)	6.9157195
Kurtosis	160.05919
Mean	2.6934543
Median Absolute Deviation (MAD)	0
Skewness	10.971006
Sum	593772
Variance	346.97163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	212514	96.4%
58	492	0.2%
39	451	0.2%
44	278	0.1%
31	253	0.1%
87	240	0.1%
69	214	0.1%
35	191	0.1%
50	186	0.1%
46	183	0.1%
Other values (118)	5448	2.5%

Value	Count	Frequency (%)
0	212514	96.4%
1	20	< 0.1%
2	8	< 0.1%
3	118	0.1%
4	45	< 0.1%
5	10	< 0.1%
6	38	< 0.1%
7	4	< 0.1%
8	11	< 0.1%
9	29	< 0.1%

Value	Count	Frequency (%)
391	90	< 0.1%
379	30	< 0.1%
330	30	< 0.1%
259	20	< 0.1%
236	69	< 0.1%
224	20	< 0.1%
223	119	0.1%
215	42	< 0.1%
207	30	< 0.1%
193	2	< 0.1%

customer_type
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

Transient	157149
Transient-Party	52010
Contract	10160
Group	1131

Length

Max length	15
Median length	9
Mean length	10.34895
Min length	5

Characters and Unicode

Total characters	2281426
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Transient
2nd row	Transient
3rd row	Transient
4th row	Transient
5th row	Transient

Common Values

Value	Count	Frequency (%)
Transient	157149	71.3%
Transient-Party	52010	23.6%
Contract	10160	4.6%
Group	1131	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
transient	157149	71.3%
transient-party	52010	23.6%
contract	10160	4.6%
group	1131	0.5%

Most occurring characters

Value	Count	Frequency (%)
n	428478	18.8%
t	281489	12.3%
r	272460	11.9%
a	271329	11.9%
T	209159	9.2%
s	209159	9.2%
i	209159	9.2%
e	209159	9.2%
y	52010	2.3%
-	52010	2.3%
Other values (7)	87014	3.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2281426	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	428478	18.8%
t	281489	12.3%
r	272460	11.9%
a	271329	11.9%
T	209159	9.2%
s	209159	9.2%
i	209159	9.2%
e	209159	9.2%
y	52010	2.3%
-	52010	2.3%
Other values (7)	87014	3.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2281426	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	428478	18.8%
t	281489	12.3%
r	272460	11.9%
a	271329	11.9%
T	209159	9.2%
s	209159	9.2%
i	209159	9.2%
e	209159	9.2%
y	52010	2.3%
-	52010	2.3%
Other values (7)	87014	3.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2281426	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	428478	18.8%
t	281489	12.3%
r	272460	11.9%
a	271329	11.9%
T	209159	9.2%
s	209159	9.2%
i	209159	9.2%
e	209159	9.2%
y	52010	2.3%
-	52010	2.3%
Other values (7)	87014	3.8%

adr
Real number (ℝ)

Zeros

Distinct	8876
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.911112

Minimum	-6.38
Maximum	5400
Zeros	4053
Zeros (%)	1.8%
Negative	1
Negative (%)	< 0.1%
Memory size	3.4 MiB

Quantile statistics

Minimum	-6.38
5-th percentile	37
Q1	65
median	90
Q3	120
95-th percentile	186
Maximum	5400
Range	5406.38
Interquartile range (IQR)	55

Descriptive statistics

Standard deviation	49.23318
Coefficient of variation (CV)	0.50283547
Kurtosis	1221.5127
Mean	97.911112
Median Absolute Deviation (MAD)	26.85
Skewness	12.188218
Sum	21584505
Variance	2423.906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	9618	4.4%
75	5164	2.3%
65	4858	2.2%
90	4483	2.0%
0	4053	1.8%
80	3242	1.5%
100	2856	1.3%
60	2844	1.3%
95	2719	1.2%
85	2678	1.2%
Other values (8866)	177935	80.7%

Value	Count	Frequency (%)
-6.38	1	< 0.1%
0	4053	1.8%
0.26	1	< 0.1%
0.5	2	< 0.1%
1	29	< 0.1%
1.29	2	< 0.1%
1.48	2	< 0.1%
1.56	3	< 0.1%
1.6	3	< 0.1%
1.8	2	< 0.1%

Value	Count	Frequency (%)
5400	2	< 0.1%
510	1	< 0.1%
508	3	< 0.1%
451.5	2	< 0.1%
450	1	< 0.1%
437	1	< 0.1%
426.25	1	< 0.1%
402	1	< 0.1%
397.38	1	< 0.1%
392	2	< 0.1%

required_car_parking_spaces
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

0	206492
1	13906
2	46
3	4
8	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	220450
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	206492	93.7%
1	13906	6.3%
2	46	< 0.1%
3	4	< 0.1%
8	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	206492	93.7%
1	13906	6.3%
2	46	< 0.1%
3	4	< 0.1%
8	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	206492	93.7%
1	13906	6.3%
2	46	< 0.1%
3	4	< 0.1%
8	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	206492	93.7%
1	13906	6.3%
2	46	< 0.1%
3	4	< 0.1%
8	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	206492	93.7%
1	13906	6.3%
2	46	< 0.1%
3	4	< 0.1%
8	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	220450	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	206492	93.7%
1	13906	6.3%
2	46	< 0.1%
3	4	< 0.1%
8	2	< 0.1%

total_of_special_requests
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.53800862

Minimum	0
Maximum	5
Zeros	134849
Zeros (%)	61.2%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.77661042
Coefficient of variation (CV)	1.4434907
Kurtosis	1.6078064
Mean	0.53800862
Median Absolute Deviation (MAD)	0
Skewness	1.405831
Sum	118604
Variance	0.60312374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	134849	61.2%
1	57986	26.3%
2	22856	10.4%
3	4192	1.9%
4	505	0.2%
5	62	< 0.1%

Value	Count	Frequency (%)
0	134849	61.2%
1	57986	26.3%
2	22856	10.4%
3	4192	1.9%
4	505	0.2%
5	62	< 0.1%

Value	Count	Frequency (%)
5	62	< 0.1%
4	505	0.2%
3	4192	1.9%
2	22856	10.4%
1	57986	26.3%
0	134849	61.2%

reservation_status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

Check-Out	139295
Canceled	78829
No-Show	2326

Length

Max length	9
Median length	9
Mean length	8.6213155
Min length	7

Characters and Unicode

Total characters	1900569
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Check-Out
2nd row	Check-Out
3rd row	Check-Out
4th row	Canceled
5th row	Check-Out

Common Values

Value	Count	Frequency (%)
Check-Out	139295	63.2%
Canceled	78829	35.8%
No-Show	2326	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
check-out	139295	63.2%
canceled	78829	35.8%
no-show	2326	1.1%

Most occurring characters

Value	Count	Frequency (%)
e	296953	15.6%
C	218124	11.5%
c	218124	11.5%
h	141621	7.5%
-	141621	7.5%
u	139295	7.3%
t	139295	7.3%
O	139295	7.3%
k	139295	7.3%
a	78829	4.1%
Other values (7)	248117	13.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1900569	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	296953	15.6%
C	218124	11.5%
c	218124	11.5%
h	141621	7.5%
-	141621	7.5%
u	139295	7.3%
t	139295	7.3%
O	139295	7.3%
k	139295	7.3%
a	78829	4.1%
Other values (7)	248117	13.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1900569	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	296953	15.6%
C	218124	11.5%
c	218124	11.5%
h	141621	7.5%
-	141621	7.5%
u	139295	7.3%
t	139295	7.3%
O	139295	7.3%
k	139295	7.3%
a	78829	4.1%
Other values (7)	248117	13.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1900569	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	296953	15.6%
C	218124	11.5%
c	218124	11.5%
h	141621	7.5%
-	141621	7.5%
u	139295	7.3%
t	139295	7.3%
O	139295	7.3%
k	139295	7.3%
a	78829	4.1%
Other values (7)	248117	13.1%

reservation_status_date
Unsupported

Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

Interactions

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	hotel	is_canceled	lead_time	arrival_date_year	arrival_date_month	arrival_date_week_number	arrival_date_day_of_month	stays_in_weekend_nights	stays_in_week_nights	adults	children	meal	country	market_segment	distribution_channel	reserved_room_type	assigned_room_type	booking_changes	deposit_type	agent	company	customer_type	adr	required_car_parking_spaces	total_of_special_requests	reservation_status	reservation_status_date
0	City Hotel	0	21	2015	September	36	1	0	4	2	0.0	BB	BEL	Online TA	TA/TO	A	A	2	No Deposit	9.0	NaN	Transient	105.0	0	0	Check-Out	2015-09-05
1	City Hotel	0	20	2016	September	38	12	1	0	1	0.0	SC	DEU	Online TA	TA/TO	A	A	0	No Deposit	9.0	NaN	Transient	89.0	0	2	Check-Out	2016-09-13
2	City Hotel	0	2	2016	March	13	24	0	2	2	0.0	SC	ESP	Online TA	TA/TO	A	A	0	No Deposit	9.0	NaN	Transient	134.0	0	1	Check-Out	2016-03-26
3	Resort Hotel	1	6	2016	April	17	21	0	1	2	0.0	BB	PRT	Direct	Direct	D	D	0	No Deposit	NaN	NaN	Transient	73.0	0	0	Canceled	2016-04-18
4	Resort Hotel	0	40	2015	August	34	20	2	3	2	0.0	BB	PRT	Direct	Direct	D	D	0	No Deposit	250.0	NaN	Transient	176.8	1	1	Check-Out	2015-08-25
5	City Hotel	0	256	2017	July	29	21	1	2	2	0.0	BB	DEU	Online TA	TA/TO	A	A	0	No Deposit	9.0	NaN	Transient-Party	107.1	0	2	Check-Out	2017-07-24
6	City Hotel	1	77	2015	July	29	13	1	2	2	0.0	BB	PRT	Online TA	TA/TO	A	A	0	No Deposit	9.0	NaN	Transient	76.5	0	1	Canceled	2015-06-29
7	City Hotel	0	1	2016	August	32	4	0	1	2	0.0	BB	BEL	Online TA	TA/TO	A	A	0	No Deposit	9.0	NaN	Transient	151.0	0	1	Check-Out	2016-08-05
8	City Hotel	0	150	2017	April	14	2	2	2	2	1.0	BB	FRA	Online TA	TA/TO	A	A	0	No Deposit	9.0	NaN	Transient	135.0	0	2	Check-Out	2017-04-06
9	Resort Hotel	0	90	2017	June	26	28	2	5	2	0.0	BB	IRL	Direct	Direct	A	A	0	No Deposit	NaN	NaN	Transient	127.0	0	0	Check-Out	2017-07-05

	hotel	is_canceled	lead_time	arrival_date_year	arrival_date_month	arrival_date_week_number	arrival_date_day_of_month	stays_in_weekend_nights	stays_in_week_nights	adults	meal	country	market_segment	distribution_channel	reserved_room_type	assigned_room_type	deposit_type	agent	company	customer_type	adr	total_of_special_requests	reservation_status	reservation_status_date
79254	Resort Hotel	1	45	2019	March	10	1	0	5	2	HB	PRT	Groups	Direct	E	E	No Deposit	NaN	NaN	Transient-Party	81.00	0	Check-Out	2019-01-20 00:00:00
79255	Resort Hotel	1	45	2019	March	10	1	0	5	2	HB	PRT	Groups	Direct	E	E	No Deposit	NaN	NaN	Transient-Party	81.00	0	Check-Out	2019-01-20 00:00:00
79256	Resort Hotel	1	33	2019	March	10	1	2	6	2	HB	PRT	Groups	Direct	A	A	No Deposit	NaN	NaN	Transient-Party	65.00	0	Check-Out	2019-02-25 00:00:00
79257	Resort Hotel	1	57	2019	March	10	1	2	5	2	BB	PRT	Online TA	TA/TO	A	A	No Deposit	240.0	NaN	Transient	48.00	1	Check-Out	2019-01-15 00:00:00
79258	Resort Hotel	1	33	2019	March	10	1	2	6	1	HB	PRT	Groups	Direct	A	A	No Deposit	NaN	NaN	Transient-Party	50.00	0	Check-Out	2019-02-25 00:00:00
79259	Resort Hotel	1	61	2019	March	10	1	4	10	2	BB	PRT	Offline TA/TO	TA/TO	A	A	No Deposit	171.0	NaN	Transient	29.00	0	Check-Out	2019-01-06 00:00:00
79260	Resort Hotel	1	219	2019	March	10	2	2	5	2	HB	PRT	Offline TA/TO	TA/TO	A	A	Non Refund	310.0	NaN	Transient	52.00	0	Check-Out	2018-11-20 00:00:00
79261	Resort Hotel	1	219	2019	March	10	2	2	5	2	HB	CN	Offline TA/TO	TA/TO	A	A	Non Refund	310.0	NaN	Transient	52.00	0	Check-Out	2018-11-20 00:00:00
79262	Resort Hotel	1	219	2019	March	10	2	2	5	2	HB	PRT	Offline TA/TO	TA/TO	A	A	Non Refund	310.0	NaN	Transient	52.00	0	Check-Out	2018-11-20 00:00:00
79263	Resort Hotel	1	118	2019	March	10	2	2	5	2	BB	PRT	Online TA	TA/TO	A	A	No Deposit	241.0	NaN	Transient	33.26	0	Check-Out	2019-01-27 00:00:00

Duplicate rows

Most frequently occurring

	hotel	is_canceled	lead_time	arrival_date_year	arrival_date_month	arrival_date_week_number	arrival_date_day_of_month	stays_in_weekend_nights	stays_in_week_nights	adults	meal	country	market_segment	distribution_channel	previous_cancellations	reserved_room_type	assigned_room_type	deposit_type	agent	company	days_in_waiting_list	customer_type	adr	reservation_status	# duplicates
10238	City Hotel	1	277	2016	November	46	7	1	2	2	BB	PRT	Groups	TA/TO	0	A	A	Non Refund	NaN	NaN	0	Transient	100.0	Canceled	180
10242	City Hotel	1	277	2019	November	46	7	1	2	2	BB	PRT	Groups	TA/TO	0	A	A	Non Refund	NaN	NaN	0	Transient	100.0	Canceled	180
8100	City Hotel	1	68	2016	February	8	17	0	2	2	BB	PRT	Groups	TA/TO	1	A	A	Non Refund	37.0	NaN	0	Transient	75.0	Canceled	150
8113	City Hotel	1	68	2019	February	8	17	0	2	2	BB	PRT	Groups	TA/TO	1	A	A	Non Refund	37.0	NaN	0	Transient	75.0	Canceled	150
7500	City Hotel	1	34	2018	December	50	8	0	2	1	BB	PRT	Offline TA/TO	TA/TO	1	A	A	Non Refund	19.0	NaN	0	Transient	90.0	Canceled	140
7504	City Hotel	1	34	2019	December	50	8	0	2	1	BB	PRT	Offline TA/TO	TA/TO	1	A	A	Non Refund	19.0	NaN	0	Transient	90.0	Canceled	140
7487	City Hotel	1	34	2015	December	50	8	0	2	1	BB	PRT	Offline TA/TO	TA/TO	1	A	A	Non Refund	19.0	NaN	0	Transient	90.0	Canceled	139
9649	City Hotel	1	188	2019	June	25	15	0	2	1	BB	PRT	Offline TA/TO	TA/TO	0	A	A	Non Refund	119.0	NaN	39	Transient	130.0	Canceled	109
9645	City Hotel	1	188	2016	June	25	15	0	2	1	BB	PRT	Offline TA/TO	TA/TO	0	A	A	Non Refund	119.0	NaN	39	Transient	130.0	Canceled	108
9333	City Hotel	1	158	2016	May	22	24	0	2	1	BB	PRT	Groups	TA/TO	0	A	A	Non Refund	37.0	NaN	31	Transient	130.0	Canceled	101

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values